{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "387783b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from tools.ResampleTools import resample_interp\n",
    "from tools.NormalizeTools import normalize_sig_hist\n",
    "from tools.SimpleFilter import smooth_avg1\n",
    "from tools.QRSDetector import simple_qrs_detector\n",
    "from tools.HRVS import hrvs\n",
    "from tools.SingleBeatBounds import dwt_ecg_delineator\n",
    "from features.ECGAvgBeat import extract_avg_wave\n",
    "from features.ECGAvgBeat import extract_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "27106d97",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/example_data.txt', 'r') as fr:\n",
    "    raw_data = json.load(fr)\n",
    "\n",
    "ecg_signal = raw_data  # raw_datat-->list or array\n",
    "# ecg_signal = np.array(ecg_signal)\n",
    "\n",
    "fs_raw = 125   # 原始采样率\n",
    "fs_out = 500  # 重采样率\n",
    "\n",
    "# ECG信号重采样--基于线性拟合的差值重采样算法\n",
    "resample_ecg = resample_interp(ecg_signal, fs_raw, fs_out)\n",
    "\n",
    "# 滤波--均值滤波\n",
    "filter_ecg = smooth_avg1(resample_ecg, radius=3)\n",
    "\n",
    "# 数据归一化--按信号的直方图百分比进行数据归一化\n",
    "ecg_data = normalize_sig_hist(filter_ecg, TH=0.01)\n",
    "\n",
    "# QRS波的位置检测-->R波波峰位置\n",
    "qrs = simple_qrs_detector(ecg_data, fs_out)\n",
    "\n",
    "# 心率变异性HRV-->FrequencyDomain频域, TimeDomain时域, NonLinear非线性\n",
    "hrv = hrvs(peaks=qrs, fs=fs_out)\n",
    "\n",
    "# 平均波形提取-->平均波形及平均波形的R波位置\n",
    "avg_wave, r, avg_rr = extract_avg_wave(ecg_data, qrs, fs_out)\n",
    "\n",
    "# 单个Beat的各波定位-->P波、T波起始及峰值位置/QRS波起始位置/Q波和S波峰值位置\n",
    "bound_infos = dwt_ecg_delineator(avg_wave, r, fs_out)\n",
    "\n",
    "p = bound_infos['ECG_P_Peak']  # p波峰值位置\n",
    "p_start = bound_infos['ECG_P_Onset']  # p波开始位置\n",
    "p_end = bound_infos['ECG_P_Offset']  # p波结束位置\n",
    "q = bound_infos['ECG_Q_Peak']  # q波峰值位置\n",
    "s = bound_infos['ECG_S_Peak']  # s波峰值位置\n",
    "qrs_start = bound_infos['ECG_R_Onset']  # qrs波开始位置\n",
    "qrs_end = bound_infos['ECG_R_Offset']  # qrs波结束位置\n",
    "t = bound_infos['ECG_T_Peak']  # t波峰值位置\n",
    "t_start = bound_infos['ECG_T_Onset']  # t波开始位置\n",
    "t_end = bound_infos['ECG_T_Offset']  # t波结束位置\n",
    "\n",
    "#  特征提取-->QRS波/PR段/ST段/T波/P波等特征信息\n",
    "features = extract_features(avg_wave, p_start, p_end, qrs_start, qrs_end, t_start, t_end, fs_out, avg_rr)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c5a27efa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'QT': 282,\n",
       " 'QTc': 434,\n",
       " 'HR': 142,\n",
       " 'R/T': 5.714285714285714,\n",
       " 'QRS': {'RAmplitude': 0.76,\n",
       "  'SAmplitude': nan,\n",
       "  'QAmplitude': 0.272,\n",
       "  \"R'Amplitude\": nan,\n",
       "  'RDuration': 52,\n",
       "  'SDuration': nan,\n",
       "  'QDuration': 27,\n",
       "  \"R'Duration\": nan,\n",
       "  'QRSPrinciple': '+',\n",
       "  'QRSAmplitude': 1.032,\n",
       "  'QRSDuration': 80,\n",
       "  'Q/R': 0.35789473684210527},\n",
       " 'PR': {'computable': True, 'interval': 126, 'form': 'horizontal'},\n",
       " 'ST': {'computable': True,\n",
       "  'duration': 232,\n",
       "  'form': 'upslope',\n",
       "  'amplitude': 0.21400000000000002},\n",
       " 'T': {'exist': True,\n",
       "  'form': '+',\n",
       "  'amplitude': 0.133,\n",
       "  'direction': '+',\n",
       "  'duration': 282},\n",
       " 'P': {'exist': True,\n",
       "  'form': '+',\n",
       "  'amplitude': 0.04000000000000001,\n",
       "  'direction': '+',\n",
       "  'duration': 64}}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b60ad932",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb0e4a0cf70>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,3))\n",
    "plt.plot(ecg_signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5d0d5b8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb0e4d582e0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(avg_wave)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "067bdd21",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
